|
|
|
|
|
"""app |
|
|
|
|
|
Automatically generated by Colab. |
|
|
|
|
|
Original file is located at |
|
|
https://colab.research.google.com/drive/1SudNQMVhTicfHu2_eWce7kTx7dNNFgIE |
|
|
""" |
|
|
|
|
|
from fastai.vision.all import * |
|
|
import gradio as gr |
|
|
|
|
|
def is_cat(x): |
|
|
return x[0].isupper() |
|
|
|
|
|
|
|
|
|
|
|
learn = load_learner('model (1).pkl') |
|
|
|
|
|
learn.predict(im) |
|
|
|
|
|
|
|
|
categories = ('Dog','Cat') |
|
|
|
|
|
def classify_image(img): |
|
|
pred,idx,probs = learn.predict(img) |
|
|
return dict(zip(categories, map(float,probs))) |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
image = gr.Image() |
|
|
label = gr.Label() |
|
|
|
|
|
examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg'] |
|
|
|
|
|
intf = gr.Interface(fn=classify_image, inputs = image, outputs = label, examples = examples) |
|
|
intf.launch(inline=False) |
|
|
|
|
|
|
|
|
|
